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Explain the significance of precision and recall in the field of artificial intelligence, and how they can help in improving the accuracy of machine learning models. Also, mention some common limitations and challenges related to the use of these metrics in practice.

Can you devise an algorithm to extract the longest substring without duplicate characters from a string?

What distinguishes a load balancer from a reverse proxy, and what are the use-case scenarios for each?

Can you present a script to ascertain the longest palindromic sequence in a string?

What steps would you take to uncover any overlapping origins between two people in a genealogical tree?

The practice of cross-validation can help to determine the efficiency of a machine learning model. Are you familiar with this approach?

How do you approach building a binary tree from specific preorder and inorder traversals?

Create a solution to manage and curate social network newsfeeds.

Can you show a code snippet that inverts a binary tree in a programming language you are familiar with?

What are the different approaches to sampling?